Practice Challenges and Future Directions - 10.7 | 10. Causality & Domain Adaptation | Advance Machine Learning
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Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What is identifiability in causal structures?

πŸ’‘ Hint: Think about how we uncover true relationships from data.

Question 2

Easy

What are confounding factors?

πŸ’‘ Hint: Consider factors that might mix or obscure the cause and effect.

Practice 4 more questions and get performance evaluation

Interactive Quizzes

Engage in quick quizzes to reinforce what you've learned and check your comprehension.

Question 1

What is the significance of identifiability in causality?

  • It ensures accurate retrieval of data
  • It allows for correct inference of causal relationships
  • It has no significance

πŸ’‘ Hint: Remember the importance of understanding true relationships.

Question 2

True or False: Domain generalization is merely about increasing labeled data.

  • True
  • False

πŸ’‘ Hint: Consider what domain adaptation truly involves.

Solve 3 more questions and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Discuss the implications of ethical considerations in causal inference. How can they impact decision-making in AI?

πŸ’‘ Hint: Think about the impact of bias in datasets and how that affects decision-making.

Question 2

Propose a strategy for combining meta-learning with causal discovery to enhance model adaptability.

πŸ’‘ Hint: Consider how previous learnings from other tasks may guide adaptation to new tasks.

Challenge and get performance evaluation